REPOGEO REPORT · LITE

gokayfem/ComfyUI_VLM_nodes

Default branch main · commit 066b10fd · scanned 6/13/2026, 10:33:17 AM

GitHub: 573 stars · 57 forks

AI VISIBILITY SCORE

28 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 warn · 0 fail

Objective metadata checks

AI knows your name

2 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface gokayfem/ComfyUI_VLM_nodes, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Reposition the README's opening to clearly state its ComfyUI focus

Why:

CURRENT

<div align="center">
    <h1> 👁️ VLM Nodes</h1>

COPY-PASTE FIX

<div align="center">
    <h1> 👁️ ComfyUI VLM Nodes</h1>
    <p align="center">Custom ComfyUI nodes for Vision Language Models, Large Language Models, Image to Music, Text to Music, Consistent and Random Creative Prompt Generation.</p>

mediumtopics#2

Add topics for prompt generation and music generation features

Why:

CURRENT

comfyui, custom-nodes, image-captioning, img2sfx, img2text, joytag, llava, llm, mllm, nodes, phi15, siglip, vlm

COPY-PASTE FIX

comfyui, custom-nodes, image-captioning, img2sfx, img2text, joytag, llava, llm, mllm, nodes, phi15, siglip, vlm, prompt-generation, creative-ai, image-to-music, text-to-music

lowhomepage#3
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://dualview.ai
```

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface gokayfem/ComfyUI_VLM_nodes

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

ComfyUI-Impact-Pack

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

ComfyUI-Impact-Pack · recommended 1×
LLaVA · recommended 1×
BLIP-2 · recommended 1×
MiniGPT-4 · recommended 1×
InstructBLIP · recommended 1×

CATEGORY QUERY
How to integrate vision language models into ComfyUI workflows for image analysis?
you: not recommended
AI recommended (in order):
1. ComfyUI-Impact-Pack
2. LLaVA
3. BLIP-2
4. MiniGPT-4
5. InstructBLIP
6. ComfyUI-Manager
7. ComfyUI-LLaVA-Nodes
8. ComfyUI-Image-To-Text
9. ComfyUI-Advanced-ControlNet
AI recommended 9 alternatives but never named gokayfem/ComfyUI_VLM_nodes. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a tool to generate creative prompts or captions from images using LLMs.
you: not recommended
AI recommended (in order):
1. ChatGPT
2. Google Gemini
3. Microsoft Copilot
4. Canva Magic Write
5. Midjourney
6. Clipdrop
7. Hugging Face
AI recommended 7 alternatives but never named gokayfem/ComfyUI_VLM_nodes. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
warn
Suggestion:
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of gokayfem/ComfyUI_VLM_nodes?
pass
AI named gokayfem/ComfyUI_VLM_nodes explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts gokayfem/ComfyUI_VLM_nodes in production, what risks or prerequisites should they evaluate first?
pass
AI named gokayfem/ComfyUI_VLM_nodes explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo gokayfem/ComfyUI_VLM_nodes solve, and who is the primary audience?
pass
AI did not name gokayfem/ComfyUI_VLM_nodes — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of gokayfem/ComfyUI_VLM_nodes. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/gokayfem/ComfyUI_VLM_nodes.svg)](https://repogeo.com/en/r/gokayfem/ComfyUI_VLM_nodes)

HTML

<a href="https://repogeo.com/en/r/gokayfem/ComfyUI_VLM_nodes"><img src="https://repogeo.com/badge/gokayfem/ComfyUI_VLM_nodes.svg" alt="RepoGEO" /></a>

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gokayfem/ComfyUI_VLM_nodes — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite